Concepedia

Physics-based Forecasting

Physics-Based Forecasting is a forecasting methodology that belongs to the class of model-driven approaches in reservoir forecasting, distinguished by its reliance on fundamental physical laws and mathematical representations of subsurface processes to predict reservoir behavior.

127

Publications

6.2K

Citations

551

Authors

234

Institutions

Publications per year

2017–2026

104

Parents

Publications

127

Probabilistic weather forecasting with machine learning

Ilan Price, Álvaro Sánchez‐González, Ferran Alet et al. · Nature · 2024 · 306 citations · Full text

, , +13

FuXi: a cascade machine learning forecasting system for 15-day global weather forecast

Lei Chen, Xiaohui Zhong, Feng Zhang et al. · npj Climate and Atmospheric Science · 2023 · 283 citations · Full text

, , +14

Perspective—Combining Physics and Machine Learning to Predict Battery Lifetime

Muratahan Aykol, Chirranjeevi Balaji Gopal, Abraham Anapolsky et al. · Journal of The Electrochemical Society · 2021 · 250 citations · Full text

, , +17

Deep learning for twelve hour precipitation forecasts

Lasse Espeholt, Shreya Agrawal, Casper Kaae Sønderby et al. · Nature Communications · 2022 · 238 citations · Full text

, , +15

Hybrid forecasting: blending climate predictions with AI models

Louise Slater, Louise Arnal, Marie‐Amélie Boucher et al. · Hydrology and earth system sciences · 2023 · 217 citations · Full text

, , +17

1–5 of 127

Authors

551

  1. YX
    Yinghui Xu

    Fudan University, China

    3 publications · 312 citations

    3

    h-index

  2. KM
    Kieran M. R. Hunt

    University of Reading, United Kingdom

    3 publications · 240 citations

    3

    h-index

  3. YC
    Yuan Cheng

    Zhejiang University, China

    3 publications · 312 citations

    3

    h-index

  4. XZ
    Xiaohui Zhong

    Fudan University, China

    3 publications · 312 citations

    3

    h-index

  5. MZ
    Massimiliano Zappa

    Swiss Federal Institute for Forest, Snow and Landscape Research, Switzerland

    2 publications · 251 citations

    2

    h-index

1–5 of 551

Institutions

234

  1. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    13 publications

    1.4K citations

  2. Stanford University

    Stanford, United States

    5 h-index

    9 publications

    1.1K citations

  3. Pacific Northwest National Laboratory

    Richland, United States

    5 h-index

    8 publications

    290 citations

  4. Loughborough University

    Loughborough, United Kingdom

    4 h-index

    4 publications

    429 citations

  5. Google (United States)

    Mountain View, United States

    4 h-index

    19 publications

    3.5K citations

  6. NSF National Center for Atmospheric Research

    Boulder, United States

    4 h-index

    4 publications

    285 citations

  7. University of Washington

    Seattle, United States

    4 h-index

    5 publications

    96 citations

  8. United States Geological Survey

    Reston, United States

    3 h-index

    10 publications

    288 citations

1–8 of 234

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 228 citations

    9

    h-index

  2. Ocean Engineering

    4 publications · 181 citations

    4

    h-index

  3. Nature Communications

    3 publications · 487 citations

    3

    h-index

  4. Seismological Research Letters

    SRL · 3 publications · 111 citations

    3

    h-index

  5. Scientific Reports

    3 publications · 150 citations

    3

    h-index

1–5